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Capital One

Lead Machine Learning Engineer

McLean, VA $197k - $225k/yr Full time Posted 1d ago

Job Description

Capital One seeks a Lead Machine Learning Engineer in McLean, VA (onsite) to productionize ML applications and scale ML systems within an Agile team.

Responsibilities

  • Design, build, and deliver ML models and components that address real world business challenges, in collaboration with Product and Data Science teams.
  • Guide ML infrastructure choices by applying knowledge of modeling techniques, including model selection, data and feature choices, training processes, hyperparameter tuning, dimensionality, bias/variance considerations, and validation.
  • Tackle complex problems by writing and testing application code, developing and validating ML models, and automating tests and deployment.
  • Work within a cross functional Agile team to create and enhance software that enables state of the art big data and ML applications.
  • Retrain, maintain, and monitor models in production to ensure continued performance.
  • Leverage or build cloud based architectures, technologies, and platforms to deliver optimized ML models at scale.
  • Construct optimized data pipelines to feed ML models with reliable input data.
  • Apply continuous integration and continuous deployment practices, including test automation and monitoring, to ensure successful deployment of ML models and application code.
  • Ensure code quality and governance to minimize vulnerabilities and align ML with Responsible and Explainable AI practices.
  • Utilize programming languages such as Python, Scala, or Java.

Requirements

  • Bachelor’s degree.
  • Minimum of 6 years designing and building data-intensive solutions using distributed computing (internship experience does not apply).
  • Minimum of 4 years programming with Python, Scala, or Java.
  • Minimum of 2 years building, scaling, and optimizing ML systems.

Technologies

  • Python
  • Scala
  • Java
  • AWS
  • Azure
  • Google Cloud Platform
  • scikit-learn
  • PyTorch
  • Dask
  • Spark
  • TensorFlow

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